They do. Or, at least they did. But, their capabilities have been improving rapidly for a couple decades now. To the point that shader compilers are integrating recent C++ features and some degrees of straight-up C++ support. You won't be able to magically run classic, single-threaded programs fast. But, you can start using advanced features you already know from CPU programming to write programs for the GPU.